OmicsFormer Analysis Report
Model Information
Model Type:
EnhancedMultiOmicsTransformer
Device:
cpu
Analysis Summary
Attention Patterns Extracted:
['main']
Embeddings Extracted:
['pooled']
Feature Importance Analysis:
['genomics', 'transcriptomics', 'proteomics', 'metabolomics', 'attention_main']
Analysis Visualizations
Omicsformer_Attention_Heatmap
Omicsformer_Embeddings_Pca
Omicsformer_Embeddings_Tsne
Omicsformer_Embeddings_Umap
Omicsformer_Correlations
Omicsformer_Feature_Importance_Genomics
Omicsformer_Feature_Importance_Transcriptomics
Omicsformer_Feature_Importance_Proteomics
Omicsformer_Feature_Importance_Metabolomics
Omicsformer_Pathways_Genomics
Omicsformer_Pathways_Transcriptomics
Omicsformer_Distributions
Recommendations
Use attention visualizations to understand cross-modal interactions
Analyze feature importance to identify key biomarkers
Use embedding visualizations for sample clustering analysis
Consider correlation analysis for modality relationship insights